{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from pylab import mpl\n",
    "# 设置显示中文字体\n",
    "mpl.rcParams[\"font.sans-serif\"] = [\"SimHei\"]\n",
    "# 设置正常显示符号\n",
    "mpl.rcParams[\"axes.unicode_minus\"] = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 散点图的绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.准备数据\n",
    "x = [225.98, 247.07, 253.14, 457.85, 241.58, 301.01,  20.67, 288.64,\n",
    "       163.56, 120.06, 207.83, 342.75, 147.9 ,  53.06, 224.72,  29.51,\n",
    "        21.61, 483.21, 245.25, 399.25, 343.35]\n",
    "y = [196.63, 203.88, 210.75, 372.74, 202.41, 247.61,  24.9 , 239.34,\n",
    "       140.32, 104.15, 176.84, 288.23, 128.79,  49.64, 191.74,  33.1 ,\n",
    "        30.74, 400.02, 205.35, 330.64, 283.45]\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "plt.scatter(x, y)\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 柱状图绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 0.准备数据\n",
    "# 电影名字\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴','降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "# 横坐标\n",
    "x = range(len(movie_name))\n",
    "# 票房数据\n",
    "y = [73853,57767,22354,15969,14839,8725,8716,8318,7916,6764,52222]\n",
    "\n",
    "# 1.创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2.绘制图像\n",
    "plt.bar(x, y, color=['b','r','g','y','c','m','y','k','c','g','b'], width=0.7)\n",
    "\n",
    "# 2.1 修改x轴显示\n",
    "plt.xticks(x, movie_name)\n",
    "\n",
    "# 2.2 添加网格\n",
    "plt.grid(linestyle=\"--\", alpha=0.8)\n",
    "\n",
    "# 2.3 添加标题\n",
    "plt.title(\"电影票房收入对比\")\n",
    "\n",
    "# 3.图像显示\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
